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Polyphony — Multi-Agent Orchestration · alinaqi | DecimalAI

agent toolingby alinaqi

Polyphony — Multi-Agent Orchestration

alinaqi/polyphony

Source alinaqi/maggy ↗License MIT

Multi-agent orchestration with container-isolated workspaces — each agent session runs in its own Docker container with independent git branches

SkillScore91Maintained

Automatic

AI Engineer pack

Last verified 8/16/2026

What it changes

Passed 20 of 22 test cases with the skill, and 6 of 22 without it.

Without skill27%

With skill91%

Checks it passed that the model alone missed

Scores each complexity dimension between 0 and 2
Uses polyphony status to retrieve active task states
Transitions FAILED tasks back to CLAIMED state upon retry

and 13 more in the full report

14 fixed6 passed either way2 still failing0 broke

Pass-rate lift: +64 pp
Tokens: -2%
Agent turns: 0%
Response time: -54%

Model gemini-3.6-flashMeasured 8/16/2026v120 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/alinaqi-polyphony/SKILL.md https://app.decimal.ai/s/alinaqi-polyphony/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add alinaqi-polyphony, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/alinaqi-polyphony/ and pins it in .decimal/skills.lock

decimalai skills add alinaqi-polyphony

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/alinaqi-polyphony/SKILL.md https://app.decimal.ai/s/alinaqi-polyphony/SKILL.md

Raw file: /s/alinaqi-polyphony/SKILL.md ↗ · machine-readable summary at /s/alinaqi-polyphony.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 14

Prompt

In Polyphony's complexity scoring matrix, what is the minimum and maximum score allocated to any single dimension?

What was checked, without and with the skill
Checked	Without skill	With skill
Scores each complexity dimension between 0 and 2	Missed	Passed

case-18 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md124 linessingle file

Polyphony — Multi-Agent Orchestration

Container-isolated workspaces for parallel agent execution. Each agent gets its own Docker container with a full git clone on its own branch. No conflicts, independent tests, clean PRs.

Architecture (6 Layers)

Work Source — Tasks from GitHub Issues (gh api) or local SQLite queue
Orchestrator — Supervisor loop: discover -> claim -> route -> provision -> run -> verify -> land
Router — Pure function: Task x Policy -> RunSpec (5-dimension complexity scoring)
Identity Broker — Resolves named credentials to volume mounts + env overlays
Workspace Manager — Per-task git clone --reference, branch checkout, cleanup
Worker Runtime — Docker container create/start/stop/logs lifecycle

Task Lifecycle

DISCOVERED -> CLAIMED -> ROUTED -> PROVISIONED -> RUNNING -> VERIFYING -> LANDED
                                                     |           |
                                                     v           v
                                                   FAILED --> BLOCKED
                                                     |
                                                     v
                                                   CLAIMED (retry)

Prerequisites

Docker or OrbStack installed and running
At least one agent CLI available (Claude, Codex, or Kimi)
CLI subscriptions configured (not API keys)

Check:

command -v docker &>/dev/null || command -v orbctl &>/dev/null

Track record

Benchmark

20 / 22

test cases passed, vs 6 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

alinaqi / maggy

skills/polyphony/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Polyphony — Multi-Agent Orchestration

Architecture (6 Layers)

Task Lifecycle

Prerequisites

Track record

Benchmark

Adoption

SkillSafety

Source

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